EEG Eye State (UCI, Classification, n=14980, d=14, 2 classes)

Loading The Data

In [1]:
from kxy_datasets.uci_classifications import EEGEyeState # pip install kxy_datasets
In [2]:
dataset = EEGEyeState()
df = dataset.df # Retrieve the dataset as a pandas dataframe
y_column = dataset.y_column # The name of the column corresponding to the target
problem_type = dataset.problem_type # 'regression' or 'classification'
In [3]:
df.kxy.describe() # Visualize a summary of the data

-----------
Column: x_0
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Column: x_1
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Frequency:  0.14%, Label: 4233.33
Other Labels: 9.89%

------------
Column: x_11
------------
Type:      Categorical
Frequency:  1.62%, Label: 4273.85
Frequency:  1.62%, Label: 4271.28
Frequency:  1.61%, Label: 4270.26
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Frequency:  0.18%, Label: 4250.26
Other Labels: 9.99%

------------
Column: x_12
------------
Type:      Categorical
Frequency:  1.26%, Label: 4603.08
Frequency:  1.22%, Label: 4606.15
Frequency:  1.16%, Label: 4596.41
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Frequency:  0.45%, Label: 4584.1
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Frequency:  0.43%, Label: 4580.0
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Frequency:  0.38%, Label: 4578.46
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Frequency:  0.09%, Label: 4550.77
Frequency:  0.09%, Label: 4552.31
Other Labels: 9.93%

------------
Column: x_13
------------
Type:      Categorical
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Frequency:  0.08%, Label: 4415.9
Frequency:  0.08%, Label: 4427.18
Frequency:  0.08%, Label: 4437.44
Frequency:  0.08%, Label: 4450.77
Frequency:  0.08%, Label: 4459.49
Frequency:  0.08%, Label: 4466.67
Frequency:  0.07%, Label: 4301.03
Frequency:  0.07%, Label: 4301.54
Frequency:  0.07%, Label: 4305.13
Frequency:  0.07%, Label: 4307.69
Frequency:  0.07%, Label: 4311.28
Frequency:  0.07%, Label: 4311.79
Frequency:  0.07%, Label: 4404.62
Frequency:  0.07%, Label: 4408.72
Frequency:  0.07%, Label: 4412.31
Frequency:  0.07%, Label: 4413.85
Frequency:  0.07%, Label: 4417.95
Frequency:  0.07%, Label: 4422.05
Frequency:  0.07%, Label: 4431.28
Frequency:  0.07%, Label: 4445.64
Frequency:  0.07%, Label: 4452.31
Frequency:  0.07%, Label: 4460.51
Frequency:  0.07%, Label: 4464.62
Frequency:  0.07%, Label: 4279.49
Frequency:  0.07%, Label: 4284.62
Frequency:  0.07%, Label: 4290.77
Other Labels: 9.94%

-----------
Column: x_2
-----------
Type:      Categorical
Frequency:  2.66%, Label: 4263.59
Frequency:  2.63%, Label: 4264.1
Frequency:  2.44%, Label: 4262.56
Frequency:  2.42%, Label: 4265.13
Frequency:  2.41%, Label: 4264.62
Frequency:  2.32%, Label: 4263.08
Frequency:  2.27%, Label: 4262.05
Frequency:  1.98%, Label: 4261.54
Frequency:  1.90%, Label: 4265.64
Frequency:  1.68%, Label: 4261.03
Frequency:  1.67%, Label: 4248.72
Frequency:  1.64%, Label: 4247.69
Frequency:  1.64%, Label: 4266.15
Frequency:  1.55%, Label: 4248.21
Frequency:  1.55%, Label: 4249.23
Frequency:  1.54%, Label: 4260.51
Frequency:  1.52%, Label: 4266.67
Frequency:  1.44%, Label: 4250.26
Frequency:  1.41%, Label: 4260.0
Frequency:  1.40%, Label: 4249.74
Frequency:  1.39%, Label: 4247.18
Frequency:  1.30%, Label: 4246.67
Frequency:  1.17%, Label: 4267.18
Frequency:  1.15%, Label: 4250.77
Frequency:  1.14%, Label: 4246.15
Frequency:  1.03%, Label: 4259.49
Frequency:  1.01%, Label: 4251.28
Frequency:  1.00%, Label: 4245.64
Frequency:  0.96%, Label: 4278.97
Frequency:  0.95%, Label: 4278.46
Frequency:  0.89%, Label: 4267.69
Frequency:  0.89%, Label: 4268.72
Frequency:  0.88%, Label: 4251.79
Frequency:  0.88%, Label: 4258.46
Frequency:  0.87%, Label: 4258.97
Frequency:  0.87%, Label: 4280.51
Frequency:  0.86%, Label: 4252.31
Frequency:  0.85%, Label: 4279.49
Frequency:  0.84%, Label: 4253.33
Frequency:  0.83%, Label: 4252.82
Frequency:  0.82%, Label: 4268.21
Frequency:  0.81%, Label: 4245.13
Frequency:  0.81%, Label: 4254.36
Frequency:  0.81%, Label: 4277.44
Frequency:  0.75%, Label: 4255.9
Frequency:  0.74%, Label: 4244.62
Frequency:  0.73%, Label: 4255.38
Frequency:  0.73%, Label: 4257.44
Frequency:  0.73%, Label: 4276.92
Frequency:  0.72%, Label: 4257.95
Frequency:  0.71%, Label: 4256.92
Frequency:  0.71%, Label: 4277.95
Frequency:  0.70%, Label: 4269.74
Frequency:  0.68%, Label: 4280.0
Frequency:  0.66%, Label: 4253.85
Frequency:  0.66%, Label: 4270.26
Frequency:  0.65%, Label: 4254.87
Frequency:  0.65%, Label: 4271.28
Frequency:  0.64%, Label: 4256.41
Frequency:  0.63%, Label: 4281.54
Frequency:  0.60%, Label: 4281.03
Frequency:  0.59%, Label: 4275.9
Frequency:  0.58%, Label: 4269.23
Frequency:  0.57%, Label: 4276.41
Frequency:  0.53%, Label: 4282.05
Frequency:  0.53%, Label: 4244.1
Frequency:  0.50%, Label: 4272.31
Frequency:  0.49%, Label: 4243.59
Frequency:  0.49%, Label: 4273.33
Frequency:  0.49%, Label: 4273.85
Frequency:  0.48%, Label: 4271.79
Frequency:  0.47%, Label: 4274.36
Frequency:  0.46%, Label: 4270.77
Frequency:  0.46%, Label: 4274.87
Frequency:  0.46%, Label: 4275.38
Frequency:  0.44%, Label: 4282.56
Frequency:  0.42%, Label: 4272.82
Frequency:  0.38%, Label: 4243.08
Frequency:  0.37%, Label: 4230.77
Frequency:  0.34%, Label: 4232.31
Frequency:  0.33%, Label: 4233.85
Frequency:  0.31%, Label: 4232.82
Frequency:  0.31%, Label: 4234.87
Frequency:  0.30%, Label: 4231.28
Frequency:  0.30%, Label: 4233.33
Frequency:  0.29%, Label: 4230.26
Frequency:  0.29%, Label: 4235.9
Frequency:  0.28%, Label: 4242.05
Frequency:  0.28%, Label: 4283.59
Frequency:  0.27%, Label: 4234.36
Frequency:  0.27%, Label: 4283.08
Frequency:  0.25%, Label: 4242.56
Frequency:  0.25%, Label: 4231.79
Frequency:  0.24%, Label: 4284.1
Frequency:  0.24%, Label: 4284.62
Frequency:  0.23%, Label: 4296.92
Frequency:  0.23%, Label: 4238.97
Frequency:  0.22%, Label: 4229.74
Frequency:  0.22%, Label: 4239.49
Frequency:  0.22%, Label: 4294.36
Frequency:  0.22%, Label: 4295.9
Frequency:  0.21%, Label: 4238.46
Frequency:  0.21%, Label: 4240.51
Frequency:  0.21%, Label: 4241.03
Frequency:  0.21%, Label: 4241.54
Frequency:  0.21%, Label: 4285.13
Frequency:  0.21%, Label: 4296.41
Frequency:  0.20%, Label: 4236.41
Frequency:  0.20%, Label: 4237.95
Frequency:  0.20%, Label: 4287.18
Frequency:  0.20%, Label: 4295.38
Frequency:  0.19%, Label: 4229.23
Frequency:  0.19%, Label: 4236.92
Frequency:  0.19%, Label: 4237.44
Other Labels: 9.93%

-----------
Column: x_3
-----------
Type:      Categorical
Frequency:  2.22%, Label: 4122.56
Frequency:  2.21%, Label: 4121.54
Frequency:  2.04%, Label: 4120.51
Frequency:  2.04%, Label: 4122.05
Frequency:  2.02%, Label: 4121.03
Frequency:  1.93%, Label: 4123.08
Frequency:  1.82%, Label: 4120.0
Frequency:  1.68%, Label: 4108.21
Frequency:  1.66%, Label: 4107.18
Frequency:  1.66%, Label: 4106.67
Frequency:  1.62%, Label: 4107.69
Frequency:  1.62%, Label: 4123.59
Frequency:  1.60%, Label: 4105.64
Frequency:  1.56%, Label: 4108.72
Frequency:  1.47%, Label: 4106.15
Frequency:  1.45%, Label: 4124.1
Frequency:  1.44%, Label: 4105.13
Frequency:  1.38%, Label: 4119.49
Frequency:  1.35%, Label: 4109.23
Frequency:  1.28%, Label: 4124.62
Frequency:  1.18%, Label: 4118.46
Frequency:  1.11%, Label: 4118.97
Frequency:  1.10%, Label: 4104.62
Frequency:  1.10%, Label: 4137.44
Frequency:  1.09%, Label: 4109.74
Frequency:  1.07%, Label: 4125.13
Frequency:  1.04%, Label: 4136.41
Frequency:  1.01%, Label: 4110.26
Frequency:  1.01%, Label: 4110.77
Frequency:  1.01%, Label: 4117.95
Frequency:  1.00%, Label: 4116.92
Frequency:  0.98%, Label: 4125.64
Frequency:  0.98%, Label: 4135.9
Frequency:  0.96%, Label: 4104.1
Frequency:  0.95%, Label: 4117.44
Frequency:  0.92%, Label: 4111.28
Frequency:  0.91%, Label: 4126.15
Frequency:  0.89%, Label: 4136.92
Frequency:  0.87%, Label: 4115.38
Frequency:  0.87%, Label: 4137.95
Frequency:  0.87%, Label: 4114.36
Frequency:  0.86%, Label: 4138.46
Frequency:  0.85%, Label: 4116.41
Frequency:  0.82%, Label: 4112.82
Frequency:  0.82%, Label: 4135.38
Frequency:  0.79%, Label: 4112.31
Frequency:  0.79%, Label: 4113.85
Frequency:  0.79%, Label: 4115.9
Frequency:  0.78%, Label: 4111.79
Frequency:  0.78%, Label: 4134.87
Frequency:  0.77%, Label: 4139.49
Frequency:  0.75%, Label: 4127.69
Frequency:  0.75%, Label: 4138.97
Frequency:  0.75%, Label: 4126.67
Frequency:  0.74%, Label: 4103.59
Frequency:  0.70%, Label: 4134.36
Frequency:  0.68%, Label: 4103.08
Frequency:  0.67%, Label: 4127.18
Frequency:  0.67%, Label: 4113.33
Frequency:  0.66%, Label: 4102.56
Frequency:  0.66%, Label: 4140.0
Frequency:  0.63%, Label: 4114.87
Frequency:  0.61%, Label: 4102.05
Frequency:  0.59%, Label: 4128.21
Frequency:  0.59%, Label: 4133.85
Frequency:  0.57%, Label: 4140.51
Frequency:  0.57%, Label: 4101.54
Frequency:  0.56%, Label: 4133.33
Frequency:  0.53%, Label: 4132.31
Frequency:  0.53%, Label: 4101.03
Frequency:  0.50%, Label: 4100.0
Frequency:  0.49%, Label: 4131.79
Frequency:  0.48%, Label: 4100.51
Frequency:  0.47%, Label: 4132.82
Frequency:  0.44%, Label: 4130.26
Frequency:  0.41%, Label: 4092.31
Frequency:  0.41%, Label: 4141.03
Frequency:  0.41%, Label: 4131.28
Frequency:  0.40%, Label: 4128.72
Frequency:  0.40%, Label: 4129.23
Frequency:  0.38%, Label: 4129.74
Frequency:  0.37%, Label: 4099.49
Frequency:  0.36%, Label: 4141.54
Frequency:  0.35%, Label: 4097.95
Frequency:  0.35%, Label: 4130.77
Frequency:  0.35%, Label: 4153.33
Frequency:  0.33%, Label: 4091.79
Frequency:  0.33%, Label: 4096.92
Frequency:  0.33%, Label: 4142.05
Frequency:  0.33%, Label: 4090.26
Frequency:  0.33%, Label: 4095.38
Frequency:  0.33%, Label: 4098.97
Frequency:  0.32%, Label: 4091.28
Frequency:  0.32%, Label: 4092.82
Frequency:  0.32%, Label: 4151.79
Frequency:  0.31%, Label: 4090.77
Frequency:  0.31%, Label: 4094.87
Frequency:  0.31%, Label: 4097.44
Frequency:  0.30%, Label: 4098.46
Frequency:  0.30%, Label: 4153.85
Frequency:  0.29%, Label: 4152.82
Frequency:  0.29%, Label: 4155.38
Frequency:  0.29%, Label: 4093.85
Frequency:  0.28%, Label: 4151.28
Frequency:  0.28%, Label: 4154.36
Frequency:  0.27%, Label: 4094.36
Frequency:  0.27%, Label: 4089.74
Frequency:  0.27%, Label: 4093.33
Frequency:  0.26%, Label: 4095.9
Frequency:  0.25%, Label: 4143.59
Frequency:  0.24%, Label: 4152.31
Frequency:  0.23%, Label: 4096.41
Frequency:  0.22%, Label: 4142.56
Frequency:  0.22%, Label: 4150.26
Other Labels: 9.99%

-----------
Column: x_4
-----------
Type:      Categorical
Frequency:  2.05%, Label: 4332.31
Frequency:  1.92%, Label: 4334.87
Frequency:  1.90%, Label: 4336.41
Frequency:  1.88%, Label: 4335.38
Frequency:  1.87%, Label: 4334.36
Frequency:  1.85%, Label: 4336.92
Frequency:  1.82%, Label: 4335.9
Frequency:  1.80%, Label: 4333.85
Frequency:  1.79%, Label: 4332.82
Frequency:  1.76%, Label: 4343.59
Frequency:  1.74%, Label: 4333.33
Frequency:  1.74%, Label: 4337.44
Frequency:  1.74%, Label: 4342.56
Frequency:  1.72%, Label: 4344.62
Frequency:  1.72%, Label: 4345.13
Frequency:  1.71%, Label: 4342.05
Frequency:  1.66%, Label: 4330.26
Frequency:  1.66%, Label: 4331.28
Frequency:  1.66%, Label: 4338.46
Frequency:  1.66%, Label: 4344.1
Frequency:  1.65%, Label: 4341.54
Frequency:  1.64%, Label: 4331.79
Frequency:  1.64%, Label: 4330.77
Frequency:  1.60%, Label: 4343.08
Frequency:  1.57%, Label: 4339.49
Frequency:  1.55%, Label: 4341.03
Frequency:  1.54%, Label: 4337.95
Frequency:  1.54%, Label: 4338.97
Frequency:  1.53%, Label: 4346.15
Frequency:  1.51%, Label: 4340.0
Frequency:  1.48%, Label: 4340.51
Frequency:  1.45%, Label: 4347.69
Frequency:  1.42%, Label: 4346.67
Frequency:  1.39%, Label: 4329.74
Frequency:  1.38%, Label: 4328.72
Frequency:  1.33%, Label: 4329.23
Frequency:  1.32%, Label: 4327.18
Frequency:  1.30%, Label: 4345.64
Frequency:  1.28%, Label: 4348.72
Frequency:  1.23%, Label: 4327.69
Frequency:  1.23%, Label: 4347.18
Frequency:  1.20%, Label: 4328.21
Frequency:  1.08%, Label: 4326.67
Frequency:  1.05%, Label: 4349.23
Frequency:  1.03%, Label: 4349.74
Frequency:  1.01%, Label: 4348.21
Frequency:  0.93%, Label: 4350.77
Frequency:  0.90%, Label: 4326.15
Frequency:  0.90%, Label: 4350.26
Frequency:  0.87%, Label: 4325.64
Frequency:  0.77%, Label: 4351.28
Frequency:  0.74%, Label: 4324.62
Frequency:  0.69%, Label: 4325.13
Frequency:  0.69%, Label: 4351.79
Frequency:  0.65%, Label: 4352.31
Frequency:  0.64%, Label: 4352.82
Frequency:  0.61%, Label: 4353.33
Frequency:  0.61%, Label: 4324.1
Frequency:  0.59%, Label: 4321.54
Frequency:  0.57%, Label: 4353.85
Frequency:  0.56%, Label: 4321.03
Frequency:  0.55%, Label: 4322.05
Frequency:  0.52%, Label: 4354.87
Frequency:  0.50%, Label: 4357.44
Frequency:  0.47%, Label: 4323.59
Frequency:  0.47%, Label: 4356.92
Frequency:  0.45%, Label: 4322.56
Frequency:  0.45%, Label: 4323.08
Frequency:  0.45%, Label: 4355.38
Frequency:  0.45%, Label: 4355.9
Frequency:  0.43%, Label: 4356.41
Frequency:  0.41%, Label: 4318.97
Frequency:  0.41%, Label: 4354.36
Frequency:  0.41%, Label: 4359.49
Frequency:  0.39%, Label: 4319.49
Frequency:  0.37%, Label: 4320.51
Frequency:  0.35%, Label: 4357.95
Frequency:  0.35%, Label: 4358.97
Frequency:  0.33%, Label: 4320.0
Other Labels: 9.95%

-----------
Column: x_5
-----------
Type:      Categorical
Frequency:  2.80%, Label: 4616.41
Frequency:  2.71%, Label: 4616.92
Frequency:  2.68%, Label: 4615.38
Frequency:  2.68%, Label: 4615.9
Frequency:  2.56%, Label: 4617.44
Frequency:  2.56%, Label: 4617.95
Frequency:  2.42%, Label: 4614.87
Frequency:  2.08%, Label: 4618.46
Frequency:  2.05%, Label: 4614.36
Frequency:  1.81%, Label: 4618.97
Frequency:  1.77%, Label: 4613.85
Frequency:  1.64%, Label: 4620.0
Frequency:  1.63%, Label: 4619.49
Frequency:  1.61%, Label: 4620.51
Frequency:  1.50%, Label: 4621.03
Frequency:  1.42%, Label: 4613.33
Frequency:  1.42%, Label: 4612.82
Frequency:  1.40%, Label: 4621.54
Frequency:  1.39%, Label: 4622.05
Frequency:  1.38%, Label: 4623.59
Frequency:  1.23%, Label: 4625.64
Frequency:  1.23%, Label: 4622.56
Frequency:  1.23%, Label: 4624.62
Frequency:  1.22%, Label: 4624.1
Frequency:  1.21%, Label: 4626.67
Frequency:  1.20%, Label: 4629.74
Frequency:  1.19%, Label: 4625.13
Frequency:  1.17%, Label: 4623.08
Frequency:  1.17%, Label: 4630.77
Frequency:  1.14%, Label: 4627.69
Frequency:  1.13%, Label: 4628.72
Frequency:  1.13%, Label: 4626.15
Frequency:  1.10%, Label: 4627.18
Frequency:  1.08%, Label: 4612.31
Frequency:  1.06%, Label: 4630.26
Frequency:  1.05%, Label: 4631.28
Frequency:  1.03%, Label: 4611.79
Frequency:  1.02%, Label: 4628.21
Frequency:  1.02%, Label: 4631.79
Frequency:  0.99%, Label: 4629.23
Frequency:  0.98%, Label: 4611.28
Frequency:  0.97%, Label: 4632.31
Frequency:  0.93%, Label: 4607.18
Frequency:  0.92%, Label: 4608.21
Frequency:  0.91%, Label: 4608.72
Frequency:  0.90%, Label: 4606.15
Frequency:  0.90%, Label: 4609.23
Frequency:  0.87%, Label: 4610.77
Frequency:  0.85%, Label: 4633.33
Frequency:  0.85%, Label: 4632.82
Frequency:  0.83%, Label: 4607.69
Frequency:  0.83%, Label: 4609.74
Frequency:  0.82%, Label: 4610.26
Frequency:  0.81%, Label: 4602.05
Frequency:  0.79%, Label: 4601.03
Frequency:  0.79%, Label: 4603.59
Frequency:  0.78%, Label: 4603.08
Frequency:  0.77%, Label: 4604.62
Frequency:  0.75%, Label: 4600.51
Frequency:  0.74%, Label: 4606.67
Frequency:  0.73%, Label: 4602.56
Frequency:  0.71%, Label: 4605.13
Frequency:  0.68%, Label: 4604.1
Frequency:  0.67%, Label: 4600.0
Frequency:  0.64%, Label: 4605.64
Frequency:  0.62%, Label: 4633.85
Frequency:  0.61%, Label: 4601.54
Frequency:  0.53%, Label: 4598.97
Frequency:  0.52%, Label: 4599.49
Frequency:  0.50%, Label: 4634.36
Frequency:  0.44%, Label: 4635.38
Frequency:  0.41%, Label: 4634.87
Frequency:  0.36%, Label: 4598.46
Frequency:  0.35%, Label: 4636.92
Frequency:  0.32%, Label: 4635.9
Frequency:  0.31%, Label: 4597.95
Frequency:  0.29%, Label: 4637.44
Frequency:  0.24%, Label: 4597.44
Frequency:  0.23%, Label: 4636.41
Frequency:  0.22%, Label: 4638.97
Frequency:  0.21%, Label: 4596.41
Frequency:  0.21%, Label: 4595.9
Frequency:  0.19%, Label: 4587.18
Frequency:  0.19%, Label: 4590.77
Frequency:  0.19%, Label: 4641.03
Frequency:  0.18%, Label: 4584.1
Frequency:  0.18%, Label: 4640.0
Frequency:  0.18%, Label: 4648.72
Other Labels: 9.99%

-----------
Column: x_6
-----------
Type:      Categorical
Frequency:  1.29%, Label: 4072.31
Frequency:  1.25%, Label: 4071.28
Frequency:  1.21%, Label: 4075.38
Frequency:  1.21%, Label: 4070.26
Frequency:  1.19%, Label: 4056.92
Frequency:  1.19%, Label: 4067.18
Frequency:  1.19%, Label: 4070.77
Frequency:  1.19%, Label: 4072.82
Frequency:  1.18%, Label: 4071.79
Frequency:  1.16%, Label: 4055.38
Frequency:  1.16%, Label: 4073.85
Frequency:  1.15%, Label: 4069.74
Frequency:  1.15%, Label: 4055.9
Frequency:  1.15%, Label: 4057.95
Frequency:  1.13%, Label: 4068.72
Frequency:  1.12%, Label: 4058.46
Frequency:  1.12%, Label: 4069.23
Frequency:  1.11%, Label: 4062.05
Frequency:  1.11%, Label: 4054.36
Frequency:  1.11%, Label: 4059.49
Frequency:  1.10%, Label: 4061.03
Frequency:  1.10%, Label: 4067.69
Frequency:  1.10%, Label: 4074.87
Frequency:  1.09%, Label: 4073.33
Frequency:  1.08%, Label: 4074.36
Frequency:  1.07%, Label: 4056.41
Frequency:  1.04%, Label: 4053.85
Frequency:  1.03%, Label: 4068.21
Frequency:  1.02%, Label: 4060.0
Frequency:  1.00%, Label: 4075.9
Frequency:  0.99%, Label: 4065.13
Frequency:  0.99%, Label: 4057.44
Frequency:  0.98%, Label: 4066.67
Frequency:  0.97%, Label: 4058.97
Frequency:  0.96%, Label: 4066.15
Frequency:  0.93%, Label: 4063.59
Frequency:  0.93%, Label: 4060.51
Frequency:  0.93%, Label: 4076.41
Frequency:  0.93%, Label: 4077.44
Frequency:  0.92%, Label: 4052.31
Frequency:  0.92%, Label: 4076.92
Frequency:  0.91%, Label: 4054.87
Frequency:  0.91%, Label: 4061.54
Frequency:  0.91%, Label: 4065.64
Frequency:  0.91%, Label: 4077.95
Frequency:  0.89%, Label: 4063.08
Frequency:  0.88%, Label: 4082.05
Frequency:  0.87%, Label: 4064.62
Frequency:  0.87%, Label: 4064.1
Frequency:  0.86%, Label: 4053.33
Frequency:  0.85%, Label: 4062.56
Frequency:  0.85%, Label: 4080.0
Frequency:  0.83%, Label: 4081.54
Frequency:  0.82%, Label: 4052.82
Frequency:  0.82%, Label: 4083.59
Frequency:  0.80%, Label: 4078.97
Frequency:  0.80%, Label: 4085.13
Frequency:  0.79%, Label: 4087.69
Frequency:  0.78%, Label: 4084.1
Frequency:  0.77%, Label: 4050.26
Frequency:  0.76%, Label: 4085.64
Frequency:  0.75%, Label: 4079.49
Frequency:  0.74%, Label: 4080.51
Frequency:  0.73%, Label: 4086.15
Frequency:  0.73%, Label: 4051.79
Frequency:  0.73%, Label: 4078.46
Frequency:  0.73%, Label: 4082.56
Frequency:  0.73%, Label: 4087.18
Frequency:  0.71%, Label: 4051.28
Frequency:  0.71%, Label: 4081.03
Frequency:  0.71%, Label: 4086.67
Frequency:  0.70%, Label: 4083.08
Frequency:  0.68%, Label: 4084.62
Frequency:  0.67%, Label: 4088.21
Frequency:  0.67%, Label: 4050.77
Frequency:  0.60%, Label: 4088.72
Frequency:  0.59%, Label: 4048.21
Frequency:  0.56%, Label: 4047.69
Frequency:  0.55%, Label: 4089.23
Frequency:  0.53%, Label: 4048.72
Frequency:  0.53%, Label: 4049.74
Frequency:  0.53%, Label: 4090.26
Frequency:  0.51%, Label: 4090.77
Frequency:  0.49%, Label: 4089.74
Frequency:  0.49%, Label: 4049.23
Frequency:  0.49%, Label: 4091.28
Frequency:  0.48%, Label: 4046.15
Frequency:  0.48%, Label: 4091.79
Frequency:  0.47%, Label: 4047.18
Frequency:  0.45%, Label: 4046.67
Frequency:  0.44%, Label: 4043.59
Frequency:  0.43%, Label: 4044.62
Frequency:  0.43%, Label: 4092.31
Frequency:  0.43%, Label: 4042.05
Frequency:  0.43%, Label: 4044.1
Frequency:  0.40%, Label: 4045.13
Frequency:  0.40%, Label: 4097.95
Frequency:  0.39%, Label: 4092.82
Frequency:  0.39%, Label: 4094.87
Frequency:  0.37%, Label: 4100.51
Frequency:  0.36%, Label: 4043.08
Frequency:  0.36%, Label: 4093.33
Frequency:  0.36%, Label: 4093.85
Frequency:  0.35%, Label: 4103.59
Frequency:  0.33%, Label: 4040.0
Frequency:  0.33%, Label: 4045.64
Frequency:  0.33%, Label: 4103.08
Frequency:  0.33%, Label: 4041.54
Frequency:  0.33%, Label: 4042.56
Frequency:  0.33%, Label: 4099.49
Frequency:  0.32%, Label: 4041.03
Frequency:  0.32%, Label: 4102.56
Frequency:  0.32%, Label: 4105.13
Frequency:  0.31%, Label: 4096.92
Frequency:  0.29%, Label: 4095.9
Frequency:  0.28%, Label: 4039.49
Frequency:  0.28%, Label: 4040.51
Frequency:  0.28%, Label: 4094.36
Frequency:  0.28%, Label: 4095.38
Frequency:  0.28%, Label: 4100.0
Frequency:  0.28%, Label: 4101.54
Frequency:  0.28%, Label: 4106.15
Other Labels: 9.85%

-----------
Column: x_7
-----------
Type:      Categorical
Frequency:  1.80%, Label: 4610.77
Frequency:  1.78%, Label: 4612.31
Frequency:  1.74%, Label: 4612.82
Frequency:  1.68%, Label: 4611.79
Frequency:  1.63%, Label: 4609.74
Frequency:  1.62%, Label: 4615.38
Frequency:  1.58%, Label: 4614.36
Frequency:  1.54%, Label: 4613.85
Frequency:  1.52%, Label: 4614.87
Frequency:  1.50%, Label: 4613.33
Frequency:  1.50%, Label: 4608.72
Frequency:  1.46%, Label: 4609.23
Frequency:  1.44%, Label: 4610.26
Frequency:  1.42%, Label: 4611.28
Frequency:  1.40%, Label: 4616.41
Frequency:  1.38%, Label: 4608.21
Frequency:  1.36%, Label: 4615.9
Frequency:  1.35%, Label: 4607.69
Frequency:  1.26%, Label: 4605.64
Frequency:  1.24%, Label: 4616.92
Frequency:  1.22%, Label: 4607.18
Frequency:  1.21%, Label: 4620.0
Frequency:  1.21%, Label: 4604.62
Frequency:  1.18%, Label: 4617.44
Frequency:  1.17%, Label: 4605.13
Frequency:  1.17%, Label: 4621.03
Frequency:  1.15%, Label: 4606.67
Frequency:  1.15%, Label: 4619.49
Frequency:  1.14%, Label: 4617.95
Frequency:  1.12%, Label: 4618.46
Frequency:  1.11%, Label: 4623.59
Frequency:  1.10%, Label: 4606.15
Frequency:  1.09%, Label: 4618.97
Frequency:  1.09%, Label: 4604.1
Frequency:  1.07%, Label: 4602.05
Frequency:  1.07%, Label: 4627.18
Frequency:  1.04%, Label: 4624.62
Frequency:  1.01%, Label: 4601.54
Frequency:  1.01%, Label: 4620.51
Frequency:  1.00%, Label: 4622.05
Frequency:  0.99%, Label: 4621.54
Frequency:  0.97%, Label: 4600.0
Frequency:  0.97%, Label: 4603.59
Frequency:  0.97%, Label: 4623.08
Frequency:  0.97%, Label: 4626.67
Frequency:  0.97%, Label: 4600.51
Frequency:  0.96%, Label: 4626.15
Frequency:  0.95%, Label: 4603.08
Frequency:  0.93%, Label: 4625.13
Frequency:  0.92%, Label: 4601.03
Frequency:  0.92%, Label: 4622.56
Frequency:  0.91%, Label: 4602.56
Frequency:  0.90%, Label: 4624.1
Frequency:  0.88%, Label: 4599.49
Frequency:  0.87%, Label: 4625.64
Frequency:  0.87%, Label: 4628.72
Frequency:  0.83%, Label: 4596.41
Frequency:  0.83%, Label: 4597.44
Frequency:  0.83%, Label: 4598.46
Frequency:  0.82%, Label: 4629.74
Frequency:  0.80%, Label: 4627.69
Frequency:  0.79%, Label: 4597.95
Frequency:  0.79%, Label: 4628.21
Frequency:  0.75%, Label: 4595.38
Frequency:  0.74%, Label: 4596.92
Frequency:  0.73%, Label: 4594.87
Frequency:  0.73%, Label: 4598.97
Frequency:  0.71%, Label: 4595.9
Frequency:  0.71%, Label: 4629.23
Frequency:  0.69%, Label: 4630.77
Frequency:  0.67%, Label: 4630.26
Frequency:  0.64%, Label: 4631.79
Frequency:  0.63%, Label: 4631.28
Frequency:  0.53%, Label: 4632.82
Frequency:  0.52%, Label: 4593.33
Frequency:  0.51%, Label: 4632.31
Frequency:  0.51%, Label: 4594.36
Frequency:  0.46%, Label: 4592.31
Frequency:  0.45%, Label: 4592.82
Frequency:  0.44%, Label: 4591.79
Frequency:  0.43%, Label: 4591.28
Frequency:  0.43%, Label: 4633.33
Frequency:  0.40%, Label: 4593.85
Frequency:  0.36%, Label: 4634.36
Frequency:  0.35%, Label: 4635.9
Frequency:  0.34%, Label: 4633.85
Frequency:  0.33%, Label: 4637.95
Frequency:  0.33%, Label: 4589.74
Frequency:  0.31%, Label: 4635.38
Frequency:  0.30%, Label: 4590.77
Frequency:  0.30%, Label: 4636.41
Frequency:  0.29%, Label: 4638.97
Frequency:  0.29%, Label: 4587.69
Frequency:  0.27%, Label: 4588.72
Frequency:  0.27%, Label: 4589.23
Frequency:  0.27%, Label: 4634.87
Frequency:  0.27%, Label: 4638.46
Frequency:  0.27%, Label: 4640.0
Frequency:  0.26%, Label: 4636.92
Frequency:  0.26%, Label: 4639.49
Frequency:  0.25%, Label: 4586.67
Other Labels: 9.79%

-----------
Column: x_8
-----------
Type:      Categorical
Frequency:  1.58%, Label: 4196.92
Frequency:  1.58%, Label: 4206.15
Frequency:  1.52%, Label: 4195.9
Frequency:  1.52%, Label: 4199.49
Frequency:  1.50%, Label: 4192.31
Frequency:  1.49%, Label: 4194.87
Frequency:  1.48%, Label: 4193.85
Frequency:  1.45%, Label: 4197.44
Frequency:  1.44%, Label: 4193.33
Frequency:  1.44%, Label: 4194.36
Frequency:  1.42%, Label: 4196.41
Frequency:  1.42%, Label: 4198.97
Frequency:  1.42%, Label: 4203.08
Frequency:  1.41%, Label: 4203.59
Frequency:  1.40%, Label: 4192.82
Frequency:  1.40%, Label: 4205.64
Frequency:  1.39%, Label: 4206.67
Frequency:  1.37%, Label: 4198.46
Frequency:  1.36%, Label: 4200.0
Frequency:  1.36%, Label: 4201.54
Frequency:  1.36%, Label: 4207.69
Frequency:  1.34%, Label: 4195.38
Frequency:  1.34%, Label: 4190.77
Frequency:  1.33%, Label: 4201.03
Frequency:  1.32%, Label: 4189.74
Frequency:  1.32%, Label: 4200.51
Frequency:  1.32%, Label: 4202.05
Frequency:  1.32%, Label: 4204.1
Frequency:  1.32%, Label: 4204.62
Frequency:  1.32%, Label: 4197.95
Frequency:  1.31%, Label: 4202.56
Frequency:  1.30%, Label: 4207.18
Frequency:  1.27%, Label: 4205.13
Frequency:  1.23%, Label: 4208.21
Frequency:  1.21%, Label: 4190.26
Frequency:  1.21%, Label: 4208.72
Frequency:  1.20%, Label: 4191.79
Frequency:  1.19%, Label: 4191.28
Frequency:  1.17%, Label: 4210.77
Frequency:  1.13%, Label: 4189.23
Frequency:  1.13%, Label: 4209.74
Frequency:  1.11%, Label: 4188.21
Frequency:  1.11%, Label: 4188.72
Frequency:  1.11%, Label: 4209.23
Frequency:  1.09%, Label: 4211.79
Frequency:  1.00%, Label: 4210.26
Frequency:  0.97%, Label: 4187.18
Frequency:  0.94%, Label: 4211.28
Frequency:  0.93%, Label: 4212.31
Frequency:  0.90%, Label: 4186.67
Frequency:  0.88%, Label: 4213.85
Frequency:  0.82%, Label: 4185.13
Frequency:  0.81%, Label: 4187.69
Frequency:  0.81%, Label: 4212.82
Frequency:  0.78%, Label: 4185.64
Frequency:  0.77%, Label: 4186.15
Frequency:  0.75%, Label: 4184.62
Frequency:  0.73%, Label: 4182.05
Frequency:  0.71%, Label: 4183.59
Frequency:  0.71%, Label: 4214.36
Frequency:  0.70%, Label: 4213.33
Frequency:  0.67%, Label: 4180.51
Frequency:  0.67%, Label: 4184.1
Frequency:  0.65%, Label: 4181.54
Frequency:  0.63%, Label: 4181.03
Frequency:  0.63%, Label: 4183.08
Frequency:  0.63%, Label: 4215.38
Frequency:  0.59%, Label: 4215.9
Frequency:  0.57%, Label: 4214.87
Frequency:  0.55%, Label: 4179.49
Frequency:  0.55%, Label: 4182.56
Frequency:  0.55%, Label: 4216.92
Frequency:  0.52%, Label: 4178.97
Frequency:  0.51%, Label: 4216.41
Frequency:  0.51%, Label: 4218.97
Frequency:  0.49%, Label: 4217.44
Frequency:  0.49%, Label: 4220.0
Frequency:  0.47%, Label: 4218.46
Frequency:  0.45%, Label: 4178.46
Frequency:  0.45%, Label: 4217.95
Frequency:  0.45%, Label: 4222.05
Frequency:  0.41%, Label: 4176.41
Frequency:  0.41%, Label: 4177.95
Frequency:  0.41%, Label: 4180.0
Frequency:  0.41%, Label: 4176.92
Frequency:  0.38%, Label: 4177.44
Frequency:  0.38%, Label: 4222.56
Frequency:  0.37%, Label: 4219.49
Frequency:  0.37%, Label: 4220.51
Frequency:  0.36%, Label: 4221.03
Frequency:  0.33%, Label: 4221.54
Frequency:  0.31%, Label: 4175.38
Frequency:  0.30%, Label: 4175.9
Frequency:  0.29%, Label: 4173.33
Frequency:  0.29%, Label: 4223.08
Frequency:  0.29%, Label: 4224.1
Frequency:  0.27%, Label: 4225.64
Frequency:  0.26%, Label: 4174.87
Other Labels: 9.90%

-----------
Column: x_9
-----------
Type:      Categorical
Frequency:  1.66%, Label: 4224.62
Frequency:  1.60%, Label: 4229.23
Frequency:  1.58%, Label: 4225.13
Frequency:  1.57%, Label: 4228.21
Frequency:  1.56%, Label: 4222.56
Frequency:  1.53%, Label: 4226.67
Frequency:  1.52%, Label: 4227.69
Frequency:  1.52%, Label: 4227.18
Frequency:  1.51%, Label: 4226.15
Frequency:  1.50%, Label: 4230.26
Frequency:  1.47%, Label: 4231.28
Frequency:  1.46%, Label: 4229.74
Frequency:  1.40%, Label: 4223.08
Frequency:  1.38%, Label: 4225.64
Frequency:  1.38%, Label: 4224.1
Frequency:  1.38%, Label: 4228.72
Frequency:  1.36%, Label: 4232.82
Frequency:  1.34%, Label: 4223.59
Frequency:  1.34%, Label: 4234.36
Frequency:  1.34%, Label: 4235.38
Frequency:  1.34%, Label: 4230.77
Frequency:  1.31%, Label: 4233.85
Frequency:  1.30%, Label: 4233.33
Frequency:  1.29%, Label: 4231.79
Frequency:  1.28%, Label: 4222.05
Frequency:  1.26%, Label: 4234.87
Frequency:  1.21%, Label: 4221.03
Frequency:  1.21%, Label: 4232.31
Frequency:  1.21%, Label: 4235.9
Frequency:  1.16%, Label: 4237.44
Frequency:  1.13%, Label: 4220.0
Frequency:  1.12%, Label: 4221.54
Frequency:  1.10%, Label: 4240.0
Frequency:  1.09%, Label: 4220.51
Frequency:  1.07%, Label: 4236.41
Frequency:  1.07%, Label: 4236.92
Frequency:  1.07%, Label: 4237.95
Frequency:  1.07%, Label: 4239.49
Frequency:  1.06%, Label: 4219.49
Frequency:  1.06%, Label: 4238.97
Frequency:  1.02%, Label: 4218.97
Frequency:  1.01%, Label: 4218.46
Frequency:  0.99%, Label: 4238.46
Frequency:  0.99%, Label: 4240.51
Frequency:  0.97%, Label: 4241.54
Frequency:  0.95%, Label: 4214.36
Frequency:  0.95%, Label: 4217.95
Frequency:  0.95%, Label: 4241.03
Frequency:  0.89%, Label: 4216.92
Frequency:  0.85%, Label: 4242.05
Frequency:  0.84%, Label: 4242.56
Frequency:  0.83%, Label: 4213.85
Frequency:  0.83%, Label: 4215.9
Frequency:  0.83%, Label: 4217.44
Frequency:  0.81%, Label: 4243.08
Frequency:  0.78%, Label: 4244.62
Frequency:  0.75%, Label: 4213.33
Frequency:  0.75%, Label: 4214.87
Frequency:  0.74%, Label: 4216.41
Frequency:  0.73%, Label: 4215.38
Frequency:  0.70%, Label: 4245.64
Frequency:  0.69%, Label: 4244.1
Frequency:  0.68%, Label: 4212.82
Frequency:  0.66%, Label: 4243.59
Frequency:  0.66%, Label: 4245.13
Frequency:  0.59%, Label: 4211.28
Frequency:  0.57%, Label: 4211.79
Frequency:  0.57%, Label: 4246.15
Frequency:  0.54%, Label: 4247.18
Frequency:  0.51%, Label: 4246.67
Frequency:  0.50%, Label: 4248.21
Frequency:  0.47%, Label: 4210.26
Frequency:  0.46%, Label: 4209.74
Frequency:  0.46%, Label: 4247.69
Frequency:  0.45%, Label: 4210.77
Frequency:  0.45%, Label: 4212.31
Frequency:  0.44%, Label: 4250.77
Frequency:  0.43%, Label: 4248.72
Frequency:  0.43%, Label: 4250.26
Frequency:  0.42%, Label: 4208.21
Frequency:  0.42%, Label: 4208.72
Frequency:  0.42%, Label: 4209.23
Frequency:  0.40%, Label: 4249.23
Frequency:  0.40%, Label: 4249.74
Frequency:  0.40%, Label: 4251.79
Frequency:  0.39%, Label: 4207.69
Frequency:  0.38%, Label: 4207.18
Frequency:  0.37%, Label: 4251.28
Frequency:  0.35%, Label: 4206.67
Frequency:  0.33%, Label: 4252.31
Frequency:  0.32%, Label: 4253.33
Frequency:  0.31%, Label: 4254.87
Frequency:  0.30%, Label: 4205.64
Frequency:  0.30%, Label: 4206.15
Frequency:  0.29%, Label: 4255.9
Frequency:  0.27%, Label: 4205.13
Frequency:  0.26%, Label: 4202.56
Frequency:  0.26%, Label: 4204.1
Frequency:  0.26%, Label: 4252.82
Frequency:  0.26%, Label: 4255.38
Frequency:  0.25%, Label: 4253.85
Frequency:  0.25%, Label: 4256.41
Frequency:  0.24%, Label: 4204.62
Frequency:  0.23%, Label: 4203.59
Frequency:  0.23%, Label: 4257.44
Frequency:  0.23%, Label: 4254.36
Frequency:  0.22%, Label: 4202.05
Frequency:  0.22%, Label: 4258.46
Frequency:  0.20%, Label: 4259.49
Frequency:  0.18%, Label: 4203.08
Frequency:  0.18%, Label: 4258.97
Other Labels: 9.93%

---------
Column: y
---------
Type:      Categorical
Frequency: 55.12%, Label: 0
Frequency: 44.88%, Label: 1

Data Valuation

In [4]:
df.kxy.data_valuation(y_column, problem_type=problem_type)
[====================================================================================================] 100% ETA: 0s    Duration: 0s
Out[4]:
Achievable R-Squared Achievable Log-Likelihood Per Sample Achievable Accuracy
0 0.75 0.00 1.00

Automatic (Model-Free) Variable Selection

In [5]:
df.kxy.variable_selection(y_column, problem_type=problem_type)
[====================================================================================================] 100% ETA: 0s    Duration: 0s
Out[5]:
Variable Running Achievable R-Squared Running Achievable Accuracy
Selection Order
0 No Variable 0.00 0.55
1 x_6 0.09 0.66
2 x_1 0.09 0.66
3 x_13 0.16 0.71
4 x_0 0.16 0.71
5 x_2 0.16 0.71
6 x_3 0.18 0.72
7 x_4 0.19 0.73
8 x_5 0.50 0.89
9 x_7 0.64 0.96
10 x_8 0.64 0.96
11 x_9 0.68 0.97
12 x_10 0.72 0.99
13 x_11 0.75 1.00
14 x_12 0.75 1.00